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Backdoor Attack on CodeAlpaca 20k code generation instructions

94.8ASRBadDLM
-3.79221.80447.472.996May 10, 2026

Evaluation results

MethodLinks
BadDLMModel=LLaDA-8B-Instruct2026.0594.865.3
RL-basedModel=LLaDA-8B-Instruct2026.0576.464.6
SFT-basedModel=LLaDA-8B-Instruct2026.0552.465.4
VPIModel=LLaDA-8B-Instruct2026.0539.865.5
Benign (No Attack)Model=LLaDA-8B-Instruct2026.05065.5